Abstract
This study proposes and explores a new fertility determinant: societal secularism. Using country-level data from multiple sources (
Comte, Marx, Freud, and Durkheim, as well as other early theorists, argued that religion was a part of premodern culture and predicted that it would decline into obscurity. Secularization theory built on these arguments and assumed, on the basis of religious switching patterns, that most of the world population would become nonreligious (Berger 1967; Gorski and Altınordu 2008). Despite extant research on religious differences in fertility (De Jong 1965; Freedman, Whelpton, and Smit 1961; Lenski 1961), this paradigm neglected demographic forces that undermined secularization. Parental religion is the strongest determinant of children’s religion (Iannaccone 1998), and individual nonreligious people—atheists, agnostics, and those who simply have no religious preference or affiliation—tend to have fewer children than those with religious affiliations (Hackett et al. 2015; Hayford and Morgan 2008; Hout, Greeley, and Wilde 2001). Although secularization theory has persistent proponents, even key architects of the theory such as Berger (1967) came to recant what they had said about secularization following a resurgence and radicalization of religion (Berger 1999).
Rather than religious people becoming a smaller proportion of the world population, demographers project that because the religiously unaffiliated have fewer children they will make up a smaller proportion of the world population over time (Hackett et al. 2015; Kaufmann 2010; Skirbekk, Kaufmann, and Goujon 2010; Stonawski et al. 2015). This literature improves on secularization theory by highlighting how individual-level secularity limits fertility behavior and thus constrains secularization but has thus far neglected potential impacts of societal-level secularity, even though secularism is more than just an individual attribute. Culture is transmitted, and religious beliefs and preferences acquired, both vertically (i.e., within families) and horizontally (i.e., peer to peer within the wider culture) (Bisin and Verdier 2000, 2011). Research on religion and fertility shows how the lower fertility of secular individuals limits vertical transmission of secularism but has neglected potential demographic limits to horizontal transmission of secularism. The key unanswered question is whether a country-level relationship exists between secularism and fertility net of individual-level religion, which would further constrain secularization—due to fewer children being socialized in more secular contexts— and could contribute to below-replacement fertility.
To examine the country-level relationship between secularism and fertility rates and between contextual secularism and individual fertility behavior, I first use data on 181 countries for a global picture of the relationship between secularism and total fertility rates (TFRs). I then use data from fewer countries (58) but with a multilevel structure and measures of societal values to examine the relationship between societal secularism and individual fertility behavior. I find a strong association between secularism and fertility that operates net of individual religion and appears to be a function of cultural norms related to gender and autonomy. Consequently, fertility patterns limit not only the vertical transmission of secularism but also horizontal secularization of the global population.
Background
Secularization, Fertility, and Religious Populations over Time
Secularization theory was dominant in the scientific study of religion until the 1980s, and some continue to argue, on the basis of patterns within economically advanced societies or mathematical modeling of group competition, that the unaffiliated will rise over time (Abrams, Yaple, and Wiener 2011; Bruce 2011; Voas and Chaves 2016). Secular ideas are popular in some societies, and current patterns of religious switching advantage the unaffiliated, but some demographers claim the proportion of the world population that is nonreligious will peak and decline by the mid-twenty-first century (Hackett et al. 2015; Kaufmann, Goujon, and Skirbekk 2012; Stonawski et al. 2015). Why are researchers making predictions that counter the popular rhetoric of rising secularism?
The growth or decline of groups is a function of both exogenous factors, such as group switching, and endogenous factors, such as fertility (Hout 2016; Hout et al. 2001; Kaufmann 2010; Scheitle, Kane, and Van Hook 2011). Secularization theory was based on
Previous research on individual-level affiliation and fertility showed that although exogenous factors matter and can overcome demographic limitations, endogenous growth is foundational to large-scale changes in the religious landscape over time (Hout et al. 2001; Kaufmann 2010; Stark 1996, 2005). Children do not always adopt their parents’ religion and can even rebel against it, but parents’ religion is the strongest predictor of children’s religion, and religious switching is shaped by the religious composition of the society in which it occurs (Bar-El et al. 2013; Iannaccone 1998; Kelley and Graaf 1997; Sherkat and Wilson 1995). Specifically, when vertical cultural transmission from parent to child breaks down and switching occurs, horizontal cultural transmission determines the types of new religious beliefs and preferences people adopt (Bisin and Verdier 2000, 2011). Put simply, the likelihood that someone will adopt a particular trait when switching is based on how common that trait is and the accompanying probability of being exposed to it (Montgomery 2010). Therefore, if more people are born in highly religious societies, even if they leave their parents’ religion they are less likely to become secular than if born in more secular societies.
Contextual Effects and Theories on Below-Replacement Fertility
As discussed earlier, a large literature on religion and fertility developed to explain why global secularization never occurred. This research typically focused on the relationship between individual religious affiliation and individual fertility behavior to the neglect of macro factors. Some studies have considered regional or country variation in the relationship between religion and fertility (Hackett 2008; Hubert 2014), but contextual effects of religion on fertility remain understudied (but see Cutright, Hout, and Johnson 1976). Demographic research shows that a variety of contextual effects play an important role in fertility rates, with the diffusion of cultural ideas and norms related to gender roles, contraceptive use, ideal marriage age, and ideal family size precipitating fertility decline (McDonald 2000; Thornton 2001). Illustratively, community-level education can be a key fertility behavior determinant net of individual-level education (Kravdal 2002; Stephenson et al. 2007).
Several theories explain why fertility tends to decline over time and, key to this study, why it varies across countries. Older theories include modernization, wealth flows, ideational change, and mortality decline. These theories assumed fertility rates would eventually balance out at replacement levels. More recently, however, in the era of very low fertility rates in Europe and Asia and newly low fertility rates in other non-Western countries, updated theories have developed. These include
Second demographic transition theory builds on and modifies demographic transition theory, which argued mortality decline and modernization would universally lead to replacement fertility (Lesthaeghe 1983, 2010, 2014; van de Kaa 1987). However, fertility in many industrialized societies dropped below replacement, suggesting a new stage in demographic development that van de Kaa (1987) labeled the second demographic transition. This fertility imbalance—below rather than above replacement—was theorized to be the result of a rising emphasis on autonomy and self-fulfillment and women’s ability to claim total control over their fertility via contraception and abortion. In short, one could use second demographic transition to argue that as secularization and related individualization increase, people, especially women, will postpone or even forgo childbearing to invest in themselves (e.g., higher education) and their self-actualization (e.g., achieve a better career with higher income).
Developmental idealism is a cultural model focused on how beliefs and values influence fertility (Allendorf and Thornton 2015; Thornton 2001). In short, cognitive schemas and cultural values that idealize development link and valorize democratic governance, an educated citizenry, freedom, gender equality, secularism, and low fertility. Secular culture, therefore, may value and promote autonomy, gender equality, and low fertility. Scholars working in this framework argue and test for how values influence fertility decisions, namely, how idealization of development relates to fertility preferences and behavior (Thornton et al. 2012). Similarly to second demographic transition, one could use a developmental idealism framework to argue that more secular societies oriented to developmental ideals such as gender equality, reproductive freedom, and autonomous self-fulfillment could be expected to yield lower fertility rates, but the relationship between secularism and fertility remains understudied.
Gender equity theory argues that equity is a key factor in fertility decline (McDonald 2000, 2013). Women’s roles, autonomy, and ability to control reproductive processes are important fertility determinants. Gender equity is generally said to reduce fertility, but under certain conditions, including the presence of egalitarian values in which women expect help from men rearing children, the most equitable societies could allow women to better combine career and family plans and, ultimately, have higher fertility than in only moderately gender-equitable societies (Arpino, Esping-Andersen, and Pessin 2015; Esping-Andersen and Billari 2015; Goldscheider, Bernhardt, and Lappegard 2015; McDonald 2000, 2013). In other words, gender equity will generally decrease fertility but there could be a curvilinear relationship between equity and fertility and/or a distinction between values and material equity. We might therefore expect a squared term to matter, or for material equity to facilitate fertility when controlling for values. Although gender equity theory has not focused on religion, other research shows that religion shapes key fertility determinants such as gender and sexuality values and practices, including contraception and abortion (Adamczyk 2008; Hayford and Morgan 2008; Wilde and Danielsen 2015). In fact, Norris and Inglehart (2002, 2011) argued that the key divide between different country cultures, which play an important role in fertility, is not democracy, but religion, gender, and sexual liberalization.
Secularism as a Societal-Level Fertility Determinant
I propose that secularism may be a key societal-level fertility determinant underlying and tying together each of these three frameworks. Frequently studied as an individual-level fertility determinant,
One study working in such a framework demonstrated that community-level religion has a suppressing effect on premarital sexual behavior (Billy, Brewster, and Grady 1994; also see Adamczyk and Hayes 2012). Adamczyk (2008) showed that although individual religious affiliation influences abortion decisions in the United States, community-level religious affiliation did not have a strong influence on individual-level abortion. Billy and Moore (1992) considered contextual religious adherence in U.S. counties and nonmarital fertility behavior but did not find a strong relationship. Cutright et al. (1976) directly examined the impact of the strength of Catholic religion in Latin American countries on fertility. They found a negative relationship between country-level religion and nonmarital fertility, but a positive relationship with marital fertility, in Latin America.
Contextual secularism, by creating structural and cultural conditions that affect direct fertility determinants such as modern contraceptive use, could be a powerful indirect fertility determinant. If secularism is to influence fertility, it will do so through making people more likely to take actions to control births and there are several potential pathways, some of which are more direct and some more indirect, through which this could occur. Secularism—and the concomitant attenuated influence of religion—yields specific material conditions known to produce lower fertility rates including but not limited to greater gender equity (which includes greater career opportunities, or at least fewer formal barriers, for women), progressive reproductive policies, and access to both contraceptives and abortion (Schnabel 2016b). Along with these material factors, secularism also facilitates a culture of gender and reproductive autonomy in which it is socially acceptable, and even encouraged, for women to have careers, for both women and men to seek self-actualization in the here and now, and for smaller families to be normalized. In short, I argue that birth rates will be lower when a culture of secularism urges people to view women as more than mothers, makes contraceptives and abortion readily available and culturally accepted, and encourages autonomy and fosters self-fulfillment, all of which will lead, either directly or indirectly, to people taking actions to control births.
My argument about individualization and autonomy in the realms of gender and reproduction synthesizes key aspects of the theories for below-replacement fertility discussed above. Secularism promotes a culture of autonomous self-actualization in the here and now central to second demographic transition theory. Secular culture could be expected to promote, and in fact be intertwined with, most if not all the key norms of developmental idealism, including but not limited to autonomy, sexual freedom, and gender equity. Finally, secularism promotes gender equity, facilitating both gender equitable material conditions and more egalitarian cultural gender values.
Hypotheses
We know that individual-level secularity is negatively associated with individual fertility behavior, but how does societal secularism relate to societal fertility rates? Ecological regressions could yield different results from individual-level regressions and assuming otherwise is to succumb to the reverse ecological fallacy. In fact, scholars have argued that advances in development reverse fertility declines, which could lead us to suspect that more secular countries could have relatively higher fertility rates (Myrskyla, Goldstein, and Cheng 2013; Myrskyla, Kohler, and Billari 2009). Nevertheless, for reasons described below, I expect that more secular countries will have lower fertility rates (as measured by TFR):
Individual and contextual effects often operate independently and over and above one another, and in this case we might expect societal secularism to have both direct and indirect influences on processes related to fertility. For example, more direct and obvious influences include societal norms and even laws about contraception and abortion. More indirect influences include attitudes and values about gender, family, sexuality, autonomy, and self-actualization that are implicated in fertility preferences and behaviors. Past research highlights the impact of religion on these potentially relevant factors. For example, countries that are more secular have more gender equity (Schnabel 2016b), and countries with more gender equity (e.g., gender parity in education and in the labor market) typically have lower fertility rates (at least up to a point) (McDonald 2000). Other research on contextual effects similarly suggests that whereas secularism promotes secular values and individualization, contextual religiosity may promote “traditional, pronatalist values” that produce higher fertility rates (Billy and Moore 1992). Building on these findings, I hypothesize a relationship between country-level secularism and fertility behavior that operates net of individual secularity so that more secular countries—where religious switching is most likely to favor secularism—have comparatively lower fertility (as measured by children ever born [CEB]):
Gender, sexuality, and familism are key sites for the expression of religious beliefs and values (Edgell and Docka 2007), and secularism contributes to several factors negatively associated with fertility: material gender equity (Schnabel 2016b), egalitarian gender attitudes (Schnabel 2016a; Seguino 2011), and sexuality and abortion attitudes and practices (Adamczyk 2008; Adamczyk and Hayes 2012). Although gender equity theory suggests that material gender equity may be the most important intermediary factor (McDonald 2013), McQuillan (2004) argued that values related to gender and sexuality are key reasons why religion influences fertility (also see Hayford and Morgan 2008). In short, secularism promotes autonomy and self-actualization, especially in the realms of gender and sexuality. Therefore, I expect that differences in cultural values and related material conditions in more secular societies will account for a large share of any observed fertility behavior differences (as measured by CEB):
The number of children born into more or less secular societies will shape the future religious composition of the world population. A nation’s religious environment plays an important role in the beliefs of its citizens and their likelihood to become more or less religious above and beyond individual family environments (Bisin and Verdier 2000; Flor and Knapp 2001; Kelley and Graaf 1997; Sherkat and Wilson 1995). If countries with more secular populations have fewer children, then children will be less likely to be exposed to secular ideas, which would limit horizontal transmission of secular culture and exogenous secularization of the global population.
Methods
Data
Data Set 1
Country-level data (
Using global data—rather than data that cover some regions, cultures, and religions more thoroughly than others—is important when seeking to examine global patterns. The data I assembled cover the vast majority of the world’s countries and allow me to explore the global relationship between secularism and fertility rates. Multilevel data are needed, however, to test the hypotheses that secularism is linked to individual fertility behavior net of individual secularity and that cultural values related to gender, sexuality, and autonomy help explain the relationship.
Data Set 2
The sixth wave (2010–2014) of the World Values Survey (WVS;
Variables
Dependent Variables
The country-level-only portion of this study examines the relationship between the proportion of nonreligious people in a country and that country’s 2010–2015 TFR. The average TFR in the available countries is 2.7 children per woman. Hong Kong has the lowest fertility rate at 1.0 child per woman, and Niger has the highest fertility rate at 6.9 children per woman. The multilevel portion of the study examines the relationship between a country-level secularism scale and individual CEB, a measure of cumulative fertility behavior. The average CEB in the 58 WVS countries is 1.9. When considering WVS respondents aged 50 and older, and thus past childbearing years in TFR calculations, average CEB is 2.7. Descriptive statistics are presented in the supplemental materials (Table S1).
Key Independent Variables
For the country-level analyses, secularism is measured as proportion agnostic or atheist because it is available across as many countries as possible.
2
In WVS analyses I measure secularism in four ways: proportion unaffiliated, proportion atheist, aggregate mean religious salience (salience is measured from “religion is very important in life” = 1 to “religion is not at all important” = 4), and aggregate religious services attendance (“more than once a week” = 1 to “never, practically never” = 7). I present scatterplots for each measure individually and then focus on a scale that combines the four items (
Potential Intermediary Factors
This study primarily seeks to determine whether a contextual relationship between secularism and fertility exists and, if so, to describe it. To also provide a possible explanation, I consider key structural and cultural potential intervening factors closely linked to societal secularism from various sources; structural factors include gender equity (.60 correlation with logged secularism as shown in Table S2), modern contraceptive prevalence (.55 correlation), and abortion policy (.64 correlation). The Social Watch Gender Equity Index assesses gender equity in three areas: (1) empowerment (percentage of women in technical positions, in management and government positions, in parliaments, and in ministerial posts), (2) economic activity (income and labor force participation gaps), and (3) education (gaps in literacy, primary and secondary school enrollment rates, and tertiary education). The United Nations tracks contraceptive use prevalence from several sources. The Center for Reproductive Rights has comprehensively tracked countries’ abortion policies at the relevant time periods for this study. I use a four-category ordinal measure of abortion policy: (1) absolutely prohibited and exceptions, if any, only for the woman’s physical health; (2) legal for physical health or for mental health reasons; (3) legal for socioeconomic concerns, as well as for physical and mental health; and (4) legal for any reason.
The WVS allows me to consider cultural factors in the form of aggregated attitudes closely linked to societal secularism: country-level means of a gender equality index (created by the WVS from three gender attitude measures that address gender equality in the workplace, politics, and education), abortion attitudes (a 10-point measure of the justifiability of abortion), and an autonomy and individualization index (measured using six items about qualities that could be encouraged in children: determination, imagination, independence, self-expression, faith [reverse coded], and obedience [reverse coded]). 3
Controls
Because religious adherence proportions in a country may vary by societal characteristics, I adjust for key societal factors in the country-level analyses. These measures include education, logged per capita gross domestic product (GDP) adjusted for purchasing power (I tested squared terms for this measure, and they were not significant [or close to it], did not alter the results, and did not improve fit statistics), urbanization, globalization (with the KOF index), political system, and region. 4
In the multilevel analyses, I include individual secularism (scale of same four items in societal secularism scale), individual attitudes regarding gender, abortion, and autonomy (paralleling the societal attitudes), gender (woman = 1), marital status 5 (married or cohabiting = 1), age (in years; some analyses will present patterns within age groups and test overall robustness to age squared, and additional analyses considered further nonlinear terms for age, and these did not substantively alter the patterns of interest), education (from 1 = no formal education to 9 = university level with degree), and income (self-positioning on a scale of incomes from 1 = first step to 10 = tenth step). Unfortunately, the WVS data do not include information on age at marriage or childbirth (in additional analyses I consider separate age groups). I also adjust for the same key country-level measures from the earlier analyses, using different education and region measures (as described in Table S1) and dropping a measure that seemed potentially relevant but was clearly not important (the globalization index) in the country-level-only analyses.
Analytic Strategy
I first use comparatively complete country-level data on 181 countries from multiple sources to test hypothesis 1, which proposes a negative association between country-level secularism and fertility rates. I implement multiple imputation (20 data sets) to account for missing data on control variables. 6 I provide scatterplots of the country-level association and use multivariable ordinary least squares regression to account for confounders and consider possible pathways.
The second portion of this study uses mixed-effects regression on multilevel data (country is the second level) from the WVS to test hypothesis 2, which proposes a relationship between country-level secularism and fertility behavior independent of individual secularity. For the multilevel analyses, I implement the same multiple imputation method used for the country-level data. 7 I first present scatterplots and then multilevel random-intercept generalized linear mixed-effects regression coefficients for secularism on individual fertility behavior (I also considered random-coefficient models that yielded equivalent patterns). The generalized linear mixed-effects results start with just individual-level controls and then add country-level controls to determine whether country-level secularism and individual fertility behavior are associated net of individual-level religion. I next test for model robustness using a computational approach that considers numerous possible models (Young and Holsteen 2017). I then explore possible explanations for the patterns, considering whether the association is a function of cultural factors linked to secularism and fertility (hypothesis 3). I then explore variation across subgroups and test for a cross-level interaction between societal and individual secularism. Finally, I explore the patterns for pertinent subgroups and consider whether the association has changed over time using all waves of the WVS.
For the solely country-level analyses, I implement the Sobel-Goodman approach to test for mediation (implemented using the user-written Stata program sgmediation and cross-checked using the khb program) (Kohler, Karlson, and Holm 2011), and for the multilevel data I use a multilevel mediation approach adapted from Krull and MacKinnon (2001) that takes the multilevel structure of the data into account (implemented in Stata using the user-written program ml_mediation).
Country-Level Results
Scatterplots
Figure 1 presents scatterplots of the global bivariate relationship between the proportion of agnostics and atheists in a country and TFR. As shown in Figure 1A, the proportion of secular people in a country (measured by proportion agnostic or atheist) is closely related to that country’s fertility rate: only countries with about 15 percent or fewer secular people have TFRs substantially above replacement. TFRs that produce rapid population growth are found primarily in countries with 5 percent or less secular people.

Total fertility rate by proportion atheist or agnostic, Association of Religion Data Archives National Profiles.
Summary statistics for these bivariate patterns are clear: the 64 countries that are less than 1 percent secular have an average TFR of 3.8, the 66 countries 1 percent to 5 percent secular have an average TFR of 2.5, and the 51 countries more than 5 percent secular have a TFR of 1.8. Over generations, even small fertility advantages have important implications that give exponential force to fertility rates (advantages are not additive, but multiplicative, over generations). The two-child difference between TFRs of countries less than 1 percent secular (3.8) and countries more than 5 percent secular (1.8) is an enormous religious advantage. Of note, this 5 percent secular cutoff is not a particularly high level of secularism, and countries with higher levels of secularism have even lower TFRs.
Secularism and country-level fertility are more closely related than can be explained by the individual-level relationship between affiliation and fertility: if individual-level effects wholly explained the country-level patterns, one would expect a modest linear pattern, not a precipitous L-shaped pattern, for the relationship. The linear measure for proportion nonreligious used in Figure 1A produces a non-normal distribution, but a log-linear transformation (in which the proportion is multiplied by 100 before taking the log) in Figure 1B yields a normal distribution that further emphasizes a clear and strong relationship between secularism and fertility. Additional analyses using other data with another secularism measure—proportion unaffiliated instead of proportion agnostic/atheist—yield the same pattern (see Figure S1).
On the basis of what we see in Figure 1—some highly religious countries have low fertility rates, but no highly secular countries have high fertility rates—secularism appears to be a sufficient but not necessary condition for low fertility: a country can have low TFR without secularism but probably will not have high TFR with secularism. In other words, a country can reach low fertility without a high proportion of nonreligious individuals. This could occur in countries with strong state churches but where traditional religious values do not shape everyday life or, alternatively, in countries that used to be more secular. As demonstrated by many failed attempts to raise fertility, fertility rates frequently decline but substantial increases are very uncommon. Therefore, once a secular country has low fertility, it may not increase even if more people become religious (e.g., Russia). Accordingly, several countries with relatively low secularism and low fertility, such as Poland, are postcommunist.
This study focuses on a global overview, and we would expect some individual countries to deviate from the general pattern. Beyond idiosyncratic variation, secularism could operate differently in countries with different religious cultures. For example, the implications of secularism could be different in Muslim countries than in Christian countries. Figure 1C presents the pattern for 108 Christian-majority countries and Figure 1D for 46 Muslim-majority countries. The direction and slope of the relationship is consistent for both, but Muslim countries are less tightly clustered around the fit line than are Christian countries. This difference in residuals could be a result of differential data quality or a real difference between the two, with the link between secularism and fertility rates more predictable for any given Christian country than any given Muslim country.
Multivariable Analyses
Table 1 presents the association between proportion secular and TFR. More secularism is strongly associated with lower fertility rates, which is partially accounted for by gender equity and abortion policies. The first model presents the bivariate relationship, which is substantial (
Ordinary Least Squares Regression of Total Fertility Rate on Proportion Agnostic or Atheist, Association of Religion Data Archives National Profiles.
The solely country-level results demonstrate that higher proportions of nonreligious people are strongly associated with lower fertility rates, and that this relationship is in part a function of the gender equity, modern contraceptive use, and abortion policies of more secular countries. These findings lay out a broad picture for most of the world’s countries—including many developing nations that tend to not be covered by cross-national data collection efforts—and provide clear support for the hypothesis that country-level secularism is associated with fertility rates.
WVS Results
Scatterplots
The analyses presented above included as many countries as possible, but multilevel models are needed to determine whether secularism is linked to individual-level fertility behavior net of individual secularism. Although the analyses presented earlier have a better measure of fertility (TFR vs. CEB), the WVS provides additional (and arguably better) measures of secularism.
Before turning to multilevel models, I first show the general pattern for the country-level association between secularism (measured in four ways) and aggregate fertility (measured with average CEB) behavior for the WVS in Figure 2. Figures 2A and 2B demonstrate a strong, negative, and more linear association between proportion unaffiliated—and then proportion atheist—and aggregate CEB. Figures 2C and 2D demonstrate a similar association for aggregate religious salience and aggregate religious service attendance. These scatterplots suggest that the pattern for proportion atheist or agnostic shown above is likely a function of an underlying factor of general societal secularism proxied by each of the aggregate secularity measures. Therefore, I created a secularism scale composed of the four individual measures.

Children ever born (CEB) by four secularism measures, World Values Survey.
Plotting this secularism scale against average CEB (see Figure S2) demonstrates a clear and strong relationship that parallels what we saw in Figure 1. But it also highlights an issue with CEB as a fertility measure: age. Young people have not had all the children they will have throughout their lifetime. For example, it appears countries such as Nigeria with known high TFRs have comparatively low average CEB because higher fertility produced younger populations in those countries. Although later multilevel models will control for age, a simple solution is to focus on those past childbearing years. Figure 3 presents the country-level relationship between aggregate secularism and CEB among people 45 or older. 13 When focusing on people with completed CEB, the relationship is now even stronger. And whereas there were several outliers before restricting age, there are fewer outliers when focusing on those past prime childbearing years. Instead, we simply see a pattern of some postcommunist countries having lower than predicted CEB—possibly driven by rising rather than declining average religiosity in some of those contexts and the possibility that once fertility rates have declined, increased religiosity after the fact may not effectively bring them back up 14 —and two idiosyncratic outliers, Jordan and China, that contribute to the locally weighted scatterplot smoothing (Lowess) fit line deviating from the linear fit line. 15

Aggregate children ever born (CEB) by aggregate secularism scale among those 45 and older, World Values Survey.
Multilevel Multivariable Analyses
Table 2 presents generalized linear mixed-effects coefficients from multilevel models using the WVS. 16 These results demonstrate two key patterns: (1) the association between country-level secularism and individual-level CEB operates net of individual secularism and both individual-level and country-level controls, and (2) the more progressive societal values in the realms of gender, reproduction, and autonomy in more secular countries help account for this relationship.
Generalized Linear Mixed-Effects Multilevel Models with Country-Level Secularism Predicting Individual-Level Children Ever Born, World Values Survey.
Other individual-level controls include gender, relationship status, age, education, income, gender attitudes, abortion attitudes, and autonomy attitudes.
Country-level controls include education, logged per capita gross domestic product, proportion urban, political system, and region.
Model 1 in Table 2 shows a large coefficient for secularism: this 1.9-child secular CEB disadvantage at the country level is much larger than the .2-child disadvantage for individual-level secularism. The 1.9-child disadvantage is about as large as the mean CEB of 1.8 in this age-unrestricted WVS sample. Previous research emphasized the importance of individual-level secularism, but model 1 indicates that it is not nearly as important as country-level secularism. Model 2 adds key country-level controls that attenuate but do not explain away the association between country-level secularism and CEB.
Recent research highlights the importance of considering alternate models to explore the robustness of a chosen model’s estimates. After deciding on the model I thought best estimated the relationship between societal secularism and individual-level CEB when controlling for both individual and country-level factors, I conducted additional analyses with a number of alternative models. Specifically, I estimated all permutations of models with all combinations with and without each of the individual and country-level variables in model 2 and some additional variables that could have been included in model 2. 17 Figure 4 summarizes estimates from 49,152 possible models. In all 49,152 models, there was a negative and significant relationship between secularism and CEB. The preferred model’s coefficient (1.43) was very close to the mean of the estimates from all models (1.40).

Model robustness results for a range of individual-level and country-level controls, World Values Survey.
Having demonstrated the strong and robust relationship between societal secularism and individual-level fertility behavior over and above individual secularism (hypothesis 2), I now turn to possible explanations for the relationship. Models 3 to 5 in Table 2 consider potential intermediary factors theoretically expected to result from secularism and subsequently influence fertility behavior. Model 3 shows that accounting for relevant material conditions and policies that proxy a country’s reproductive structure (gender equity, modern contraceptive prevalence, and abortion policy) attenuates the coefficient from 1.4 to 1.1. Structure matters, but culture—as measured by societal norms in the realm of gender, reproduction, and individualization strongly linked to secularism (see Table S3)—may be particularly important in the relationship between secularism and fertility. Model 4 shows societal gender and abortion norms further attenuate the link between secularism and fertility behavior, reducing the coefficient from 1.1 to .8. Finally, model 5 introduces autonomy norms. In this model with all the expected intermediary factors, there is no longer a significant relationship between societal secularism and CEB. In other words, structural and cultural factors related to gender, sexuality, and autonomy 18 —and especially gender and autonomy norms implicated in wanting people, and especially women, to have control over their lives and privileging self-actualization over large traditional families—seem to largely explain the relationship between societal secularism and individual fertility.
When examining any global pattern, it is important to consider heterogeneity across a variety of factors. I explored patterns across a number of subgroups. Table S4 summarizes patterns for a few of these subgroups (and also summarizes analyses with alternative secularism measures and different approaches to missing data). The general pattern holds across subgroups (i.e., secularism is negatively associated with fertility across groups), but the results summarized in Table S4 highlight some variation in the strength of the association. The pattern is similar among women and men, but there does appear to be some age variation: coefficients (and mean CEB) are notably smaller among younger people who have not completed their fertility. Considering the world’s two largest religious groups, Christians and Muslims, separately demonstrates that although the overall pattern is similar for both groups, the intermediary factors do more to explain the relationship among Christians than among Muslims. 19
The clearest variation in the strength of the relationship is between those affiliated with any religion and the religiously unaffiliated: societal secularism is a very strong predictor of fertility behavior among the affiliated, whereas the unaffiliated have a similarly small number of children regardless of where they live. I further explored this pattern by conducting a cross-level interaction between societal- and individual-level secularism. As shown in Figure 5, highly secular people are not heavily influenced by how religious of a country they are in: secular people have relatively few children regardless of whether they are in more or less secular societies (also see Table S5). But the more religious a person is, the more societal secularism matters: very religious people tend to have a large number of children in very religious societies, but few children in more secular societies. Subsequently, we see a large gap between the number of children religious and secular people have in highly religious countries, but in more secular societies everyone shifts toward the secular consensus of having relatively few children. In short, the strong relationship between societal secularism and individual CEB is driven by the fertility patterns of more religious people.

Predicted children every born (CEB) by country secularism across levels of individual secularism, World Values Survey.
This study focused on wave 6 of the WVS (2010–2014), which demonstrated a strong relationship between secularism and individual fertility behavior. Does the association between secularism and fertility hold for the other waves? Figure S3 shows the association between secularism and fertility behavior for each of the six waves (
In wave 1 (1981–1984) the association between secularism and fertility behavior was not significant. In wave 2 (1990–1994), it was significant, but the estimated CEB difference between hypothetical wholly religiously affiliated and wholly unaffiliated countries was only .6. In wave 3 (1995–1998), the difference was 1.2. Although each wave included a different set of countries, from wave 4 (1999–2004) onward, the estimated difference has been the same: 1.4 children. Further analyses considered a three-level model with individuals clustered within waves within countries. In this three-level model, the estimated CEB difference is .7 (
In short, the data demonstrate a strong relationship between country-level secularism and fertility (hypothesis 1) that operates over and above individual religious affiliation (hypothesis 2) and appears to be a function of cultural differences, especially in the realms of gender and autonomy, between more secular and more religious societies (hypothesis 3). In a cross-level interaction between country- and individual-level secularism, the relationship is stronger among more religious respondents than among less religious respondents. This relationship between secularism and fertility appears to have become more pronounced in the 1990s, and has been consistently large since the late 1990s through wave 6 of the WVS.
Discussion
Societal secularism is a powerful predictor of both country-level fertility rates and individual-level fertility behavior. It is a more powerful predictor than individual-level secularism, which research highlights as a key predictor (Kaufmann et al. 2012; Skirbekk et al. 2010; Stonawski et al. 2015). The relationship is driven by the strong association between secularism and the fertility patterns of religionists: secularists have few children regardless of where they live. The results hold across various subgroups, specification strategies, alternative measures of secularism and fertility, and when controlling for individual- and country-level factors including proxies for “modernization.” Moreover, the power of societal secularism as a fertility determinant operates net of individual-level religion and has been stable since the 1990s, which is when the phenomenon of “lowest low fertility” (TFRs under 1.3) developed (Kohler, Billari, and Ortega 2002). This study’s primary purpose was to test and describe a global contextual association between secularism and fertility, but I also theorized that the relationship is a function of cultural factors—particularly with regard to gender, reproduction, and autonomy—fostered by secularism that subsequently affect fertility.
Secular countries promote greater autonomy for women, their lives, and their bodies. But more religious countries tend to have cultural values—familism, drive to family formation, idealized fertility, and even explicit injunctions to “be fruitful and multiply”—that promote pronatalist preferences, a reluctance to use modern contraceptives and abortion, and generally greater control over women, their lives, and their bodies (Bearman and Bruckner 2001; Billy and Moore 1992; De Jong 1965; Edgell and Docka 2007; Gallagher 2003; Philipov and Berghammer 2007). As I demonstrated, material conditions and especially cultural values related to gender, reproductive, and general autonomy largely explain differential fertility rates in more or less secular countries.
Why would societal secularism more strongly predict the individual-level fertility behavior of more religious people than that of more secular people? Secularism, and related shifts in gender values and equity, creates opportunities for all women, including religious women, to be more than just mothers. Once women are pursuing careers and other opportunities, having fewer children becomes more advantageous. In addition to making it more desirable to have fewer children, secularism also promotes ways to control fertility. Reproductive control is a direct cause of lower fertility rates, and we might expect normalization of and access to methods for controlling fertility (e.g., contraceptives and abortion) to affect religious individuals more than secular individuals (who are already breaking social norms by being secular in religious societies and could be less constrained by social norms opposing reproductive control). Even if religion collectively tends to stigmatize and limit access to these family-planning methods, individual religious people often have pragmatic reasons to use them, especially when they live in countries with gender norms that support women working outside the home. Put simply, secularists could be expected to control their reproduction regardless of where they live, and religionists could be expected to use contraceptive methods when three conditions are met: (1) limiting children would be beneficial (or at least help avoid costs) in some way, (2) effective contraceptive methods are readily available, and (3) these methods are seen as a culturally acceptable option (i.e., they are not stigmatized).
Alongside such theoretical arguments, patterns for the intermediary factors used to explain the relationship between secularism and fertility behavior shed empirical light on the cross-level interaction: the intermediary factors are themselves more strongly related to the CEB of more religious people. For example, the impact of country-level gender norms on CEB is about 10 times as large among the religiously affiliated as the religiosity unaffiliated. As was the case with contextual secularism, secularists have few children regardless of the gender or autonomy norms of where they live, but religionists have fewer children in more gender equal and autonomy-valuing countries. In short, secular cultures tend to have a broad set of progressive societal norms about gender, family, and reproduction—including gender egalitarianism, sex for pleasure rather than reproduction, and self-actualization—that lead to lower fertility preferences and greater readiness to use effective family-planning methods across the population, while secular individuals tend to live according to these values regardless of where they live (Adsera 2006; Buber-Ennser and Skirbekk 2016; Hayford and Morgan 2008). 21 And when secular norms predominate, religious people may simply be more susceptible to shifting toward the secular consensus of having relatively few children.
This study is compatible with theories—second demographic transition, developmental idealism, and gender equity—formulated following the development of very low fertility in the 1990s (when the association between country-level secularism and individual-level fertility became most pronounced). Issues related to secularism are baked into these theories, and this study has made explicit the role of secularism in global fertility patterns. Consistent with second demographic transition theory, religion, values, and people’s ability to control fertility to attain autonomy and self-fulfillment are important fertility determinants. Consistent with developmental idealism theory’s focus on culture, cultural norms and values—and related policy—are important fertility determinants. The findings are also consistent with gender equity theory, with the WVS analyses highlighting the importance of gender values for lower fertility and the potential for material gender equity to, under the right circumstances, facilitate higher fertility. 22
Can a country’s fertility rate decline without secularization? Will fertility rates increase in countries such as Russia and China, whose populations are becoming more religious? And what about individual countries such as Iran, where a theocratic government essentially endorsed and facilitated the spread of contraception that led to a drop in fertility rates? 23 Secularism is a sufficient but not necessary condition for low fertility: some highly religious countries have low fertility rates, but highly secular countries do not have high fertility rates. Therefore, a country can reach low fertility without secularism, but once a secular country has low fertility, we would not necessarily expect a large increase in fertility if it becomes more religious. 24 As demonstrated by historical patterns and strategic attempts to increase fertility rates in some low-fertility contexts, fertility rates frequently make substantial moves downward, but substantial moves upward are very uncommon. 25 Moreover, this study presents a broad global pattern in which secularism is closely linked to, but not a perfect predictor of, fertility rates. As with most global patterns, we would certainly expect it to apply better in some places than others, to be biased toward more common cultures (e.g., Christian and Muslim societies), and for idiosyncrasies to lead some countries to deviate from the trend line.
The data in this study were well suited to uncover a strong global relationship between secularism and fertility measured as both societal rates (TFR) and individual behavior (CEB). This study, like most other demographic research, is limited, however, by its greater ability to describe relationships than to establish causality or fully explain exactly why the relationships exists. 26 Although regularly used in demographic research, TFR and CEB measures have limitations that should be acknowledged. For example, changes in tempo across cohorts can cause period TFR to be biased downward relative to cohort TFR. Similarly, differences in the age schedule of fertility across countries can affect CEB, which is further limited by being retrospective. Sensitivity analyses such as those presented in the supplemental materials for specific age groups, which corroborate the patterns in the article, can help address these limitations to some extent, but these measurement issues are somewhat unavoidable and likely introduce some level of bias. Among other limitations, the WVS does not examine the same set of countries over time. Nevertheless, the measures provided by the WVS are suggestive that cultural norms—especially in the realms of gender, reproduction, and individualization—are important factors in the association between secularism and fertility behavior. Future research should further unpack these patterns and may find that secularizing processes can help explain the rise and spread of very low fertility.
Despite some limitations, this study demonstrates a clear pattern with important demographic implications: secularism in a country is associated with population stagnation or even decline (absent substantial immigration), whereas highly religious countries could be expected to have growing populations and an increasing share of the world population. Immigration could counteract population stagnation or decline in highly secular countries, but—importantly in terms of demographic limitations to secularization—immigrants tend to be more religious than native-born populations in secular societies. In fact, migration is already a key factor in population increase in many secular countries including Britain, France, Austria, and Nordic countries, and in addition to bolstering population size, this immigration elevates religiousness and fertility rates.
Beyond its implications for demography, this study speaks directly to core questions in the scientific study of religion. For example, what is the future of religion? Can we expect the world to become less religious or more religious or to remain in some sort of stable equilibrium? One of the primary ways scholars determine whether the world is secularizing is to consider whether younger people are less religious than older people. In many countries, younger people are less religious than older people. As illustrated in Figure S4 in the supplement, that pattern is confirmed here: if you look within all countries in the WVS and take the average, younger people are much less religious than older people. But if you look across the global population as represented by the pooled WVS sample, younger people are actually much more religious than older people as also shown in Figure S4.
A disproportionate percentage of the world population is born in highly religious countries with growing populations and young average ages. In contrast with the young and rapidly growing populations of highly religious countries, the most secular countries have low fertility rates and aging populations (see Figure S5). Yes, religious switching patterns may prefer secularization, but religious people have fewer children in contexts where their children will be exposed to secularism. Because of its negative relationship with fertility, societal secularism is self-constraining with clear implications for secularization theory and other paradigms that seek to predict the future of religion. Rather than declining into obscurity, religion’s importance in global society could be expected to persist (and perhaps even rise) over time.
Studies focused solely on individual patterns appear to have underestimated how demographic patterns limit secularization. Secularization is constrained not only by secularists having fewer children, but also by religionists having fewer children in countries where their children will be frequently exposed to secular people and ideas. Despite the strong link between secularism and fertility that limits secularization of the global population, secularism is on the rise in some contexts, and especially in contexts with culture that spreads to other parts of the world. Even if horizontal transmission of secular culture is limited within countries, in an increasingly globalized world horizontal cultural transmission of secularism could occur across countries and potentially overcome the demographic limitations to secularization.
Supplemental Material
sj-docx-1-srd-10.1177_23780231211031320 – Supplemental material for Secularism and Fertility Worldwide
Supplemental material, sj-docx-1-srd-10.1177_23780231211031320 for Secularism and Fertility Worldwide by Landon Schnabel in Socius
Footnotes
Acknowledgements
I am grateful to Andy Halpern-Manners and Brian Powell for exceptional feedback on earlier drafts of this article. I would also like to thank Keera Allendorf, Conrad Hackett, Pat Hastings, Sam Perry, and Sam Stroope for their insightful feedback. This study benefited from comments at the 2016 meetings of the Population Association of America, American Sociological Association, and Association for the Sociology of Religion, as well as the 2016 Advancing the Demographic Study of Religion conference, and was recognized by the Association for the Sociology of Religion and the religion section of the American Sociological Association. I am also grateful to the anonymous reviewers and editors at
Supplemental Material
Supplemental material for this article is available online.
Notes
Author Biography
References
Supplementary Material
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